
Bubble.io
Lovable
Airtable
Glide
Webflow
Carrd
Retool
The AI app builder for business operations

Apache Flink
Hadoop
Apache Hive
Apache Storm
Amazon Athena
Apache Beam
Amazon Kinesis
Apache Spark is an engine for big data processing, with built-in modules for streaming, SQL, machine learning and graph processing.

Which is more popular?
Based on our record, Apache Spark should be more popular than Softr. It has been mentioned 80 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | softr.io | spark.apache.org |
| Pricing | ||
| Company | Startup from Germany · 50 - 99 employees · 2019 | — |
| Listed in |
In their own words, as submitted to SaaSHub.


Softr is the AI app builder for business operations. Build secure internal tools and portals with databases, workflow automation, and integrations included. Access control and granular permissions are built in, so non-technical teams can launch, maintain, and change their own tools without...
No description of Apache Spark yet.
What each product offers, as listed by its team.


Possible disadvantages
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
Overall verdict
Why this product is good
Recommended for
Walkthroughs and reviews on video.
Build Business Apps with AI - That Actually Work | Softr
Weekly Apache Spark live Code Review -- look at StringIndexer multi-col (Scala) & Python testing
More videos
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Softr and Apache Spark.
Softr's answer
We launched Softr with a single vision: to give 1 billion business users the ability to build the tools they need — without relying on developers, without learning to code.
Softr is now powering over 1 million builders worldwide - including companies like Netflix, Google, Stripe, UPS, and Clay, who build and run the systems that power their business operations.
We’re a fully remote, distributed, and diverse team of curious, ambitious, and driven individuals.
Softr's answer
Many app builders or out-of-the-box tools are either too rigid, too expensive, or fall apart the moment real users and real data are involved. Softr is different because it's built for actual business use from day one.
Describe what you need, and the AI Co-Builder generates a fully functional app — database, logic, and UI already connected. No generated code to debug, no developer needed to make it production-ready.
From there, you stay in control: customize through prompting or visual editing, manage data in Softr Databases or connect to existing tools, set up granular permissions, and connect to Softr MCP. As your business grows, your portal grows with it — without starting over or calling in a developer.
Softr's answer
Over 1 million teams use Softr to build and run business operations apps: - Netflix - Google - Stripe - UPS - MIT - Clay - Celonis - Make
Softr's answer
Unlike pure vibe coding platforms, Softr puts a clear boundary around what AI can generate. Business teams can customize the UI, without asking an LLM to generate or manage the security model, backend, credentials, or infrastructure.
Share your experience with using Softr and Apache Spark. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


Softr focuses on a narrower job and does it well: client portals, internal tools and directories built on top of data you already have, including Airtable, Google Sheets or its own database. If what you really want is...
By streamlining the traditionally time-consuming and costly website development process, Softr is championing the rise of no-code web development and unlocking limitless possibilities for individuals and businesses...
Apache Spark is an open source data processing and analytics engine that can handle large amounts of data -- upward of several petabytes, according to proponents. Spark's ability to rapidly process data has fueled...
Apache Spark is a well-known, general-purpose, open-source analytics engine for large-scale, core data processing. It is known for its high-performance quality for data processing – batch and streaming with the help...
Apache Spark is an open-source and flexible in-memory framework which serves as an alternative to map-reduce for handling batch, real-time analytics and data processing workloads. It provides native bindings for the...
Recommendations tracked on public social media and blogs since March 2021.


Web Apps: - Start with Glideapps.com or softr.io - if you get comfortable and still like to build web apps learn bubble.io or weweb.io or flutterflow.com. Source: almost 3 years ago
Hey, My recommendation: - If you don't have previous knowledge start with one of the tools with a lower learning curve glideapps.com or softr.io - If you build a few apps with those, then I would start to learn one of the tools with a... Source: almost 3 years ago
You should try softr.io They have an amazing free plan. Source: almost 3 years ago
Feature transformations should be deterministic: The same input should produce the same output when the same feature definition and configuration are applied. This is what allows training, backtesting, and live inference to remain... - Source: dev.to / 5 months ago
Apache Spark provides distributed in-memory data processing and is the appropriate tool when the data set to be reconciled does not fit in a single machine's memory, or when parallelizing the comparison across a cluster would reduce... - Source: dev.to / 6 months ago
When IoTDB was initiated in 2011, almost all influential distributed systems and databases were built in Java or on the JVM—such as Hadoop, HBase, Spark (Scala on JVM), Cassandra, Kafka, and Flink. To integrate deeply with the big data... - Source: dev.to / 7 months ago
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Open-source software for reliable, scalable, distributed computing
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Airtable works like a spreadsheet but gives you the power of a database to organize anything. Sign up for free.
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Apache Hive data warehouse software facilitates querying and managing large datasets residing in distributed storage.
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